{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# User's Guide, Chapter 30: Examples 3\n",
    "\n",
    "Since the last set of examples in :ref:`Chapter 20 <usersGuide_20_examples2>`, we've learned about sorting streams, graphs and plots, roman numerals, environment, post-tonal tools, iterators, grace notes, and spanners. Now let's put as many of these together as we can to analyze music computationally.\n",
    "\n",
    "The corpus of `music21` includes the over 1050 songs, reels, jigs, from _Ryan's Mammoth Collection of Fiddle Tunes,_ thanks to [John Chambers](http://trillian.mit.edu/~jc/homepage.html) and others. The collection was originally published in 1883 by Blake Howe after William Bradbury Ryan's work. Let's use these, which are called \"ryansMammoth\" in the corpus, for some examples.\n",
    "\n",
    "First we'll load `music21` and search the corpus for these tunes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<music21.metadata.bundles.MetadataBundle {1059 entries}>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from music21 import *\n",
    "ryans = corpus.search('ryansMammoth')\n",
    "ryans"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at one of these that I know is called 'Highland Regiment':"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<music21.metadata.bundles.MetadataBundle {1 entry}>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "highland = ryans.search('Highland Regiment')\n",
    "highland"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 293,
       "width": 750
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "highlandParsed = highland[0].parse()\n",
    "highlandParsed.measures(0, 8).show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's take our knowledge of spanners and see if the last note of a slur is generally higher or lower than the first note.  We'll use a `RecursiveIterator` with a `ClassFilter` of 'Slur' to find them all:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "highlandIterator = highlandParsed.recurse()\n",
    "highlandSlurs = highlandIterator.getElementsByClass('Slur')\n",
    "\n",
    "higher = 0\n",
    "lower = 0\n",
    "same = 0 # could happen for slurs longer than 2 notes\n",
    "\n",
    "for sl in highlandSlurs:\n",
    "    firstNote = sl.getFirst()\n",
    "    lastNote = sl.getLast()\n",
    "    psDiff = lastNote.pitch.ps - firstNote.pitch.ps\n",
    "    if psDiff > 0:\n",
    "        higher += 1\n",
    "    elif psDiff < 0:\n",
    "        lower += 1\n",
    "    else:\n",
    "        same += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(19, 30, 0)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(higher, lower, same)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hmmm... it looks like of the 49 slurs in this piece, more of them end lower than higher.  Let's do this on a sample of the first 20 pieces in the collection.  Let's aggregate our slur counting function a little bit, and make it safe in case a slur begins on a Chord, by taking the average pitch value of all the notes in the slur, introduce a Counter object from Python's `collections` module, and go to it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from statistics import mean\n",
    "from collections import Counter\n",
    "\n",
    "totalCounter = Counter()\n",
    "\n",
    "def countOneSlur(sl, totalCounter):\n",
    "    firstNote = sl.getFirst()\n",
    "    lastNote = sl.getLast()\n",
    "    if not hasattr(firstNote, 'pitches'):\n",
    "        return\n",
    "    if not hasattr(lastNote, 'pitches'):\n",
    "        return\n",
    "\n",
    "    firstNotePs = mean(p.ps for p in firstNote.pitches)\n",
    "    lastNotePs = mean(p.ps for p in lastNote.pitches)\n",
    "    psDiff = lastNotePs - firstNotePs\n",
    "    if psDiff > 0:\n",
    "        totalCounter['higher'] += 1\n",
    "    elif psDiff < 0:\n",
    "        totalCounter['lower'] += 1\n",
    "    else:\n",
    "        totalCounter['same'] += 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's make a function that takes in an object from `corpus.search` and parses it and runs each slur through `countOneSlur`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def runOneScore(scCorpusSearchObject, totalCounter):\n",
    "    scParsed = scCorpusSearchObject.parse()\n",
    "    for sl in scParsed.recurse().getElementsByClass('Slur'):\n",
    "        countOneSlur(sl, totalCounter)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Always important to test to make sure we haven't broken anything.  This should give the same answer as before:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "runOneScore(highland[0], totalCounter)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({'lower': 30, 'higher': 19})"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "totalCounter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It works as before, though there's no \"same\" entry in `totalCounter` since we did not encounter such a case.  Let's reset our counter and run the first 20 pieces through the process:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "totalCounter = Counter()\n",
    "\n",
    "stop = 20\n",
    "for piece in ryans:\n",
    "    runOneScore(piece, totalCounter)\n",
    "    stop = stop - 1\n",
    "    if stop == 0:\n",
    "        break\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Counter({'lower': 90, 'higher': 80, 'same': 11})"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "totalCounter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hmmm... this still shows a few more \"lower\" cases than \"higher\" but not very much of a difference.  In fact, the entire difference of 10 can be attributed to the first test example, since \"Highland Regiment\" is in this test set.  Maybe the notion that slurs more often end on lower notes than higher notes can be rejected, but I think we'd like to run the whole data set first.  Simply remove the \"stop\" and \"break\" variables from above and the results will come back in a minute or two.  I ran it and got these results:\n",
    "\n",
    "    Counter({'higher': 3321, 'lower': 3637, 'same': 425})\n",
    "    \n",
    "Again, it's about 10% more times that a slur ends below the first note than above -- that's the same ratio as we saw for the first ten pieces, but it might be quite statistically significant given the much larger dataset.  After all, if you flip a coin three times, it's not that unusual to get all heads or all tails, but if you flip a coin one thousand times, even 550 heads and 450 tails is quite significant as an indicator of bias in the coin.  \n",
    "\n",
    "So let's write a little test program that treats `'higher'` and `'lower'` as if they are coin flips and see how often we get results outside the range (in either direction) as our counter results.  `numBiased` takes in a `Counter` object, and a number of trials to run, flips a coin as many times as the higher and lower values and prints out the fraction of the flip trials that lie outside the range.  Optionally, it can print out the exceptional results along the way:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import random\n",
    "\n",
    "def numBiased(inCounter, trials=100, printData=False):\n",
    "    chanceTrials = 0\n",
    "    totalSimulations = inCounter['higher'] + inCounter['lower']\n",
    "    maxValue = max([inCounter['higher'], inCounter['lower']])\n",
    "    minValue = min([inCounter['higher'], inCounter['lower']])\n",
    "    for trialNum in range(trials):\n",
    "        randCounter = Counter()\n",
    "        for flipNum in range(totalSimulations):\n",
    "            if random.randint(0, 1) == 1:\n",
    "                outcome = 'higher'\n",
    "            else:\n",
    "                outcome = 'lower'\n",
    "            randCounter[outcome] += 1\n",
    "        if (randCounter['higher'] < maxValue\n",
    "                and randCounter['higher'] > minValue):\n",
    "            chanceTrials += 1\n",
    "        elif printData:\n",
    "            print(randCounter)\n",
    "    return chanceTrials / trials"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll run it first on the data from \"Highland Regiment\", printing out the intermediate values along the way:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "tags": [
     "nbval-ignore-output"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Counter({'lower': 30, 'higher': 19})\n",
      "Counter({'higher': 31, 'lower': 18})\n",
      "Counter({'lower': 30, 'higher': 19})\n",
      "Counter({'lower': 31, 'higher': 18})\n",
      "Counter({'lower': 36, 'higher': 13})\n",
      "Counter({'higher': 32, 'lower': 17})\n",
      "Counter({'higher': 30, 'lower': 19})\n",
      "Counter({'lower': 31, 'higher': 18})\n",
      "Counter({'lower': 31, 'higher': 18})\n",
      "Counter({'lower': 30, 'higher': 19})\n",
      "Counter({'lower': 31, 'higher': 18})\n",
      "Counter({'lower': 32, 'higher': 17})\n",
      "Counter({'lower': 32, 'higher': 17})\n",
      "Counter({'lower': 30, 'higher': 19})\n",
      "Counter({'higher': 30, 'lower': 19})\n",
      "Counter({'lower': 31, 'higher': 18})\n",
      "Counter({'lower': 32, 'higher': 17})\n",
      "Counter({'higher': 30, 'lower': 19})\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0.82"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "numBiased(Counter({'higher': 19, 'lower': 30}), printData=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Most of the time, the results are within the range of Highland Regiment, but this is below the 0.95 threshold that would allow us to say that there's something happening here.  The results for the first ten pieces are even closer to a null hypothesis:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "tags": [
     "nbval-ignore-output"
    ]
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.47"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "numBiased(Counter({'higher': 80, 'lower': 90, 'same': 11}))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "But, as I noted above, much larger trials may be much more significant.  We will run it on the `Counter` object for the whole piece and see what the results are:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.0"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "totalCounter = Counter({'higher': 3321, 'lower': 3637, 'same': 425})\n",
    "numBiased(totalCounter)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Those are very significant results! There wasn't a single case where coins were flipped about 7000 times and we got fewer than 3322 or more than 3636 heads or tails! Thus we can definitely say that in this collection of fiddle tunes, you're more likely to slur down than up -- the size of the results is small, but the significance is high."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Roman Numeral Analysis on a Melody\n",
    "\n",
    "The majority of the pieces in _Ryan's Mammoth Collection_ are single-voice pieces, which might make Roman Numeral analysis difficult, but actually it can be even more interesting this way.  Let's take a tune from close to MIT's home, a reel called \"The Boston\":"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<music21.metadata.bundles.MetadataBundle {1 entry}>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bostonMD = ryans.search('The Boston -- Reel')\n",
    "bostonMD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 296,
       "width": 750
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "boston = bostonMD[0].parse()\n",
    "boston.measures(0, 9).show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's create a chord from each beat in the piece (skipping the pickup notes), aggregating all the pitches from within that beat.  First, we'll create a new `Part` object that has the same framework of `Measures` as the original, along with time signatures, etc., but no notes.  We'll use the `.template()` method but tell it not to fill it with rests."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "bostonPart = boston.parts[0]\n",
    "outPart = bostonPart.template(fillWithRests=False)"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    ".. note::\n",
    "   Before v.4.0.7, use .measureTemplate() instead."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Like we've done before, we'll start from the smallest part and work outwards.  Since we will be working with RomanNumerals, we'll have to know what key we are in; so we can analyze the piece; hopefully this will be F major."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<music21.key.Key of F major>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pieceKey = boston.analyze('key')\n",
    "pieceKey"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's make a routine that turns a list of Notes into a RomanNumeral object:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "def notesToRoman(notes):\n",
    "    uniquePitches = set(n.pitch for n in notes)\n",
    "    ch = chord.Chord(list(uniquePitches))\n",
    "    return roman.romanNumeralFromChord(ch, pieceKey)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's test it with the notes of measure 1:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<music21.roman.RomanNumeral I in F major>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "noteIterator = bostonPart.measure(1).notes\n",
    "rn1 = notesToRoman(noteIterator)\n",
    "rn1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Great, this is exactly what we're looking for.  Now let's go into each measure that is full and analyze it separately."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we'll go into each measure that is full, and analyze it separately.  We'll get everything from offset 0 to 1, then 1 to 2:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "inMeasures = list(bostonPart.getElementsByClass('Measure'))\n",
    "outMeasures = list(outPart.getElementsByClass('Measure'))\n",
    "\n",
    "for i in range(14):\n",
    "    inMeasure = inMeasures[i]\n",
    "    if inMeasure.duration.quarterLength != 2.0:\n",
    "        continue\n",
    "    outMeasure = outMeasures[i]\n",
    "    \n",
    "    for beatStart in (0, 1):\n",
    "        beatNotes = inMeasure.getElementsByOffset(beatStart, \n",
    "                                                  beatStart + 1, \n",
    "                                                  includeEndBoundary=False)\n",
    "        beatRN = notesToRoman(beatNotes)\n",
    "        beatRN.lyric = beatRN.figure\n",
    "        outMeasure.insert(beatStart, beatRN)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 298,
       "width": 753
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "outPart.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Well, that's a great way to earn a C-minus in any music analysis class!  Yes, all of these chords are correct, but only a few are useful for analysis.  So let's do two things: (1) filter out all notes that are on a very weak position (the second or fourth sixteenth note) and are a passing or neighbor tone or something like that, and (2) not show the figure for anything with the functionality of a \"iii\" chord or less. First let's redefine `notesToRoman` to do just that."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "def notesToRoman(notes):\n",
    "    goodPitches = set()\n",
    "    for n in notes:\n",
    "        if (n.offset * 2) == int(n.offset * 2):\n",
    "            goodPitches.add(n.pitch)\n",
    "        else:\n",
    "            nPrev = n.previous('Note')\n",
    "            nNext = n.next('Note')\n",
    "            if nPrev is None or nNext is None:\n",
    "                continue\n",
    "            prevInterval = interval.Interval(n, nPrev)\n",
    "            nextInterval = interval.Interval(n, nNext)\n",
    "            \n",
    "            if (prevInterval.generic.undirected in (1, 2)\n",
    "                and nextInterval.generic.undirected in (1, 2)):\n",
    "                pass\n",
    "            else:\n",
    "                goodPitches.add(n.pitch)\n",
    "    ch = chord.Chord(list(goodPitches))\n",
    "    return roman.romanNumeralFromChord(ch, pieceKey)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can figure out that `functionalityScore` minimum:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "15"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iii = roman.RomanNumeral('iii')\n",
    "iii.functionalityScore"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And let's re-run it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "outPart = bostonPart.template(fillWithRests=False)\n",
    "\n",
    "inMeasures = list(bostonPart.getElementsByClass('Measure'))\n",
    "outMeasures = list(outPart.getElementsByClass('Measure'))\n",
    "\n",
    "for i in range(14):\n",
    "    inMeasure = inMeasures[i]\n",
    "    if inMeasure.duration.quarterLength != 2.0:\n",
    "        continue\n",
    "    outMeasure = outMeasures[i]\n",
    "    \n",
    "    for beatStart in (0, 1):\n",
    "        beatNotes = inMeasure.getElementsByOffset(beatStart, \n",
    "                                                  beatStart + 1, \n",
    "                                                  includeEndBoundary=False)\n",
    "        beatRN = notesToRoman(beatNotes)\n",
    "        if beatRN.functionalityScore > 15:\n",
    "            beatRN.lyric = beatRN.figure\n",
    "        outMeasure.insert(beatStart, beatRN)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 286,
       "width": 752
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "outPart.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It's still not great, but we get a much better sense from this that the diminished chord on vii in root position is often being used in place of V as a dominant in this piece.  Let's run the routine one more time and this time put the lyrics directly back in the score:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 313,
       "width": 750
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "inMeasures = list(bostonPart.getElementsByClass('Measure'))\n",
    "\n",
    "for i in range(14):\n",
    "    inMeasure = inMeasures[i]\n",
    "    if inMeasure.duration.quarterLength != 2.0:\n",
    "        continue\n",
    "    \n",
    "    for beatStart in (0, 1):\n",
    "        beatNotes = inMeasure.getElementsByOffset(beatStart, \n",
    "                                                  beatStart + 1, \n",
    "                                                  includeEndBoundary=False)\n",
    "        beatRN = notesToRoman(beatNotes)\n",
    "        if beatRN.functionalityScore > 15:\n",
    "            beatNotes[0].lyric = beatRN.figure\n",
    "\n",
    "bostonPart.measures(0, 13).show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is looking pretty decent, but have no fears, we'll find more sophisticated score reduction toos in `music21` in the chapters to come."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's visualize this whole piece as a piano roll:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 382,
       "width": 584
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bostonPart.plot('pianoroll')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here the centrality of the low F and the C5 stand out, along with an avoidance of the low tonic during the middle section, from measures 10-15, which I presume emphasizes the dominant harmony, but due to the presence of B-flats, is not _in_ the dominant."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<music21.key.Key of F major>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bostonPart.measures(10, 15).analyze('key')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It's clear that this piece is not chromatic at all, as a histogram of the pitch classes will show well:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 382,
       "width": 367
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "bostonPart.plot('histogram', 'pitchClass')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Are there particular pitches -- perhaps exploiting the open strings -- that appear more often in this repertory?  We can stitch a bunch of pieces together and see.  We'll use an `Opus` Stream, which is a Stream that can hold other scores:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 382,
       "width": 376
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "manyScores = stream.Opus()\n",
    "\n",
    "for i in range(50):\n",
    "    sc = ryans[i].parse()\n",
    "    manyScores.insert(0, sc)\n",
    "\n",
    "manyScores.plot('histogram', 'pitchClass')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It appears Boston Reel was \"wicked queer\" for using F major.  Many more pieces emphasize notes of the open strings on the violin, with A, D, and E being the top three most used pitches (with G about tied with B)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Well, we didn't get to everything since the last set of examples, but we got through a lot, and I hope it gives some sense of what you could do with your own repertory.  Let's now dial back the difficulty for the next section and look at some fundamental objects we've missed in :ref:`Chapter 31: Clefs, Ties, and Beams <usersGuide_31_clefs>`."
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Tags",
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
